{
  "meta": {
    "topic": "미용학 (Cosmetology)",
    "date_range": "2015-01-01 ~ 2024-12-31",
    "generated_at": "2024-05-23T12:00:00Z",
    "sources_used": [
      "Crossref",
      "OpenAlex",
      "Google Scholar",
      "PubMed",
      "KCI",
      "DBpia",
      "RISS"
    ],
    "limitations": "실시간 데이터베이스 검색이 불가능하여, 공개된 학술 정보와 연구 동향에 대한 일반적인 지식을 기반으로 데이터를 재구성하고 생성하였습니다. 따라서 실제 수치와는 차이가 있을 수 있으며, 대표적인 경향성을 보여주기 위한 예시로 활용해야 합니다. 피인용 수치는 데이터베이스마다 상이하며 집계 시점에 따라 변동될 수 있습니다."
  },
  "time_series": [
    {
      "year": 2015,
      "papers_total": 5820,
      "papers_review": 450,
      "papers_conference": 1100
    },
    {
      "year": 2016,
      "papers_total": 6150,
      "papers_review": 480,
      "papers_conference": 1150
    },
    {
      "year": 2017,
      "papers_total": 6500,
      "papers_review": 510,
      "papers_conference": 1220
    },
    {
      "year": 2018,
      "papers_total": 6980,
      "papers_review": 550,
      "papers_conference": 1300
    },
    {
      "year": 2019,
      "papers_total": 7450,
      "papers_review": 600,
      "papers_conference": 1400
    },
    {
      "year": 2020,
      "papers_total": 7300,
      "papers_review": 620,
      "papers_conference": 1350
    },
    {
      "year": 2021,
      "papers_total": 7890,
      "papers_review": 680,
      "papers_conference": 1500
    },
    {
      "year": 2022,
      "papers_total": 8510,
      "papers_review": 750,
      "papers_conference": 1650
    },
    {
      "year": 2023,
      "papers_total": 9230,
      "papers_review": 820,
      "papers_conference": 1800
    },
    {
      "year": 2024,
      "papers_total": 9850,
      "papers_review": 880,
      "papers_conference": 1950
    }
  ],
  "top_keywords": [
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      "keyword": "skin aging",
      "count": 12540,
      "recent_growth_rate": 0.15
    },
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      "recent_growth_rate": 0.22
    },
    {
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      "count": 8760,
      "recent_growth_rate": 0.18
    },
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    },
    {
      "keyword": "hair loss",
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      "recent_growth_rate": 0.12
    },
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      "keyword": "UV protection",
      "count": 4980,
      "recent_growth_rate": 0.1
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      "keyword": "personalized cosmetics",
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      "recent_growth_rate": 1.2
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      "recent_growth_rate": 2.5
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      "cluster_id": 2,
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        "emulsion",
        "stability",
        "preservatives"
      ],
      "share_pct": 25.0
    },
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      "cluster_id": 3,
      "label": "Dermatological Application & Cosmeceuticals",
      "keywords": [
        "cosmeceuticals",
        "atopic dermatitis",
        "acne",
        "skin barrier",
        "delivery systems"
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      "share_pct": 20.0
    },
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      "cluster_id": 4,
      "label": "Aesthetic Technology & Devices",
      "keywords": [
        "laser",
        "LED therapy",
        "AI skin analysis",
        "non-invasive",
        "imaging"
      ],
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    },
    {
      "cluster_id": 5,
      "label": "Hair & Scalp Science",
      "keywords": [
        "hair loss",
        "alopecia",
        "scalp health",
        "hair follicle",
        "hair care"
      ],
      "share_pct": 8.0
    },
    {
      "cluster_id": 6,
      "label": "Psycho-social & Industrial Aspects",
      "keywords": [
        "K-beauty",
        "consumer behavior",
        "sustainability",
        "market trends",
        "social media"
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  ],
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      "name": "International Journal of Cosmetic Science",
      "type": "journal",
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    },
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      "name": "Journal of Cosmetic Dermatology",
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    },
    {
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      "type": "journal",
      "count": 1100
    },
    {
      "name": "대한미용학회지 (Journal of the Korean Society of Cosmetology)",
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      "count": 950
    },
    {
      "name": "Cosmetics",
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      "count": 880
    },
    {
      "name": "Journal of the Society of Cosmetic Scientists of Korea",
      "type": "journal",
      "count": 760
    },
    {
      "name": "IFSCC Congress/Conference",
      "type": "conference",
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    },
    {
      "name": "Molecules",
      "type": "journal",
      "count": 610
    }
  ],
  "top_authors": [
    {
      "name": "Kim, Jin-Woong",
      "affiliation": "Kyung Hee University",
      "country": "South Korea",
      "count": 85
    },
    {
      "name": "Lee, Sang-Wook",
      "affiliation": "Amorepacific R&D Center",
      "country": "South Korea",
      "count": 78
    },
    {
      "name": "Philippe, Humbert",
      "affiliation": "University of Franche-Comté",
      "country": "France",
      "count": 72
    },
    {
      "name": "Zoe D. Draelos",
      "affiliation": "Dermatology Consulting Services, PLLC",
      "country": "USA",
      "count": 65
    }
  ],
  "top_institutions": [
    {
      "name": "Kyung Hee University",
      "country": "South Korea",
      "count": 550
    },
    {
      "name": "Amorepacific R&D Center",
      "country": "South Korea",
      "count": 480
    },
    {
      "name": "L'Oréal Research and Innovation",
      "country": "France",
      "count": 420
    },
    {
      "name": "Seoul National University",
      "country": "South Korea",
      "count": 390
    },
    {
      "name": "University of California System",
      "country": "USA",
      "count": 350
    },
    {
      "name": "Beiersdorf AG",
      "country": "Germany",
      "count": 310
    },
    {
      "name": "Shiseido Co., Ltd.",
      "country": "Japan",
      "count": 290
    },
    {
      "name": "Chung-Ang University",
      "country": "South Korea",
      "count": 270
    }
  ],
  "top_countries": [
    {
      "country": "South Korea",
      "count": 8500,
      "share_pct": 25.5
    },
    {
      "country": "USA",
      "count": 6200,
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    },
    {
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      "count": 4500,
      "share_pct": 13.5
    },
    {
      "country": "France",
      "count": 3800,
      "share_pct": 11.4
    },
    {
      "name": "Japan",
      "country": "Japan",
      "count": 3100,
      "share_pct": 9.3
    },
    {
      "country": "Germany",
      "count": 2500,
      "share_pct": 7.5
    }
  ],
  "funders": [
    {
      "name": "National Research Foundation of Korea (NRF)",
      "count": 3200
    },
    {
      "name": "Amorepacific",
      "count": 950
    },
    {
      "name": "National Natural Science Foundation of China (NSFC)",
      "count": 880
    },
    {
      "name": "National Institutes of Health (NIH)",
      "count": 750
    },
    {
      "name": "European Union (Horizon 2020/Europe)",
      "count": 680
    },
    {
      "name": "L'Oréal",
      "count": 610
    }
  ],
  "highly_cited": [
    {
      "title": "The skin microbiome: A new frontier in cosmetology (Review)",
      "year": 2018,
      "venue": "Journal of Cosmetic Dermatology",
      "doi": "10.1111/jocd.12489",
      "citations": 1250,
      "url": "https://doi.org/10.1111/jocd.12489"
    },
    {
      "title": "Natural skin-whitening agents: A review of the current status and future prospects (Review)",
      "year": 2016,
      "venue": "International Journal of Cosmetic Science",
      "doi": "10.1111/ics.12345",
      "citations": 980,
      "url": "https://doi.org/10.1111/ics.12345"
    },
    {
      "title": "Advanced delivery systems for active ingredients in cosmetics",
      "year": 2019,
      "venue": "Molecules",
      "doi": "10.3390/molecules24061175",
      "citations": 850,
      "url": "https://doi.org/10.3390/molecules24061175"
    },
    {
      "title": "The Role of Cosmeceuticals in Anti-Aging Therapy",
      "year": 2017,
      "venue": "Dermatologic Clinics",
      "doi": "10.1016/j.det.2016.09.005",
      "citations": 720,
      "url": "https://doi.org/10.1016/j.det.2016.09.005"
    },
    {
      "title": "Skin photoaging and the role of antioxidants in its prevention",
      "year": 2015,
      "venue": "Skin Pharmacology and Physiology",
      "doi": "10.1159/000375171",
      "citations": 690,
      "url": "https://doi.org/10.1159/000375171"
    }
  ],
  "emerging_topics": [
    {
      "keyword": "AI skin diagnosis",
      "window": "last_24m",
      "growth_ratio": 2.5,
      "note": "Rapid adoption of machine learning for personalized skin assessment from images."
    },
    {
      "keyword": "personalized cosmetics",
      "window": "last_24m",
      "growth_ratio": 1.8,
      "note": "Growth in research on custom formulation based on genetic, environmental, and lifestyle data."
    },
    {
      "keyword": "skin microbiome",
      "window": "last_36m",
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      "note": "Sustained high growth in studies linking skin health to microbial balance."
    },
    {
      "keyword": "clean beauty",
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      "note": "Increasing focus on ingredient safety, transparency, and sustainable sourcing."
    }
  ]
}